Ø
University Teaching
Ø
Short Courses
Scientific
Interests
Multivariate data analysis, in
particular clustering methods.
Analysis of multidimensional complex
data, known as symbolic data.
Data Analysis using Galois Lattices.
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Contact
E-mail : mpbrito at fep.up.pt
Surface mail : Faculdade de
Economia do Porto, Rua Dr. Roberto Frias, 4200-464 Porto, Portugal
Fax : (+351) 225505050
Linkedin :
http://www.linkedin.com/pub/paula-brito/40/970/a97/en
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Academic
Degrees
1984
- BSc in Applied Mathematics, University of Porto, Portugal.
1989
- Master in Probability and Statistics, University of Lisbon, Portugal.
1991
- PhD in Mathematics, University Paris-IX Dauphine, France.
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Publications
Papers in
international scientific periodicals
Duarte Silva, A.P., Filzmoser, P., Brito, P. “Outlier Detection in Interval
Data”. Advances in Data Analysis and Classification. Accepted.
Tavares, A.H., Raymaekers, J., Rousseeuw, P.,
Silva, R.M., Bastos, C.A.C., Pinho, A., Brito, P.,
and Afreixo, V. “Comparing reverse complementary
genomic words based on their distance distributions and frequencies”.
Interdisciplinary Sciences: Computational Life Sciences. Accepted.
Dias, S., Brito, P. (2017).
“Off the beaten track: a new linear model for interval data”. European
Journal of Operational Research, Volume 258, Issue 3, 1118-1130.DOI:
10.1016/j.ejor.2016.09.006.
Hron, K., Brito, P., Filzmoser,
P. (2017). “Exploratory data analysis for interval compositional data”.
Advances in Data Analysis and Classification, Volume 11, Issue 2, pp 223-241. DOI:
10.1007/s11634-016-0245-y.
Duarte Silva A.P., Brito, P. (2015). “Discriminant
Analysis of Interval Data: An Assessment of Parametric and Distance-Based
Approaches”. Journal
of Classification, Volume 32, Issue 3, 516-541. DOI:10.1007/s00357-015-9189-8
Teles, P., Brito, P. (2015).
“Modelling Interval Time Series with Space-Time Processes”.
Communications in Statistics: Theory and Methods, Vol. 44, Issue 17. DOI: 10.1080/03610926.2013.782200
Dias, S., Brito, P. (2015).
“Linear Regression Model with Histogram-Valued Variables”.
Statistical Analysis and Data Mining, vol. 8, issue 2, 75-113. DOI:
10.1002/sam.11260.
Brito, P., Duarte Silva
A.P., Dias, J.G. (2015): “Probabilistic Clustering of Interval
Data”. Intelligent Data Analysis, vol. 19, no. 2. DOI:
10.3233/IDA-150718.
Brito, P. (2014): “Symbolic Data Analysis: another look at the
interaction of Data Mining and Statistics”. WIREs Data Mining and
Knowledge Discovery, Volume 4, Issue 4, July/August 2014, 281–295. DOI:
10.1002/widm.1133.
Brito, P., Duarte Silva, A.
P. (2012): "Modelling Interval Data with Normal and Skew-Normal
Distributions”. Journal of Applied Statistics, Volume 39, Issue 1, 3-20.
Brito, P. and Polaillon, G. (2012):
"Classification Conceptuelle avec Généralisation par
Intervalles [Conceptual
clustering with generalization by intervals]".
Revue des Nouvelles Technologies de l'Information E.23, 35-40.
Noirhomme-Fraiture, M., Brito, P. (2011): "Far Beyond
the Classical Data Models: Symbolic Data Analysis”. Statistical Analysis
and Data Mining, Volume 4, Issue 2, 157-170.
Santos, L. D., Martins, I.,
Brito, P. (2007): "Measuring Subjective Quality
of Life: a Survey to Porto's Residents". Applied Research in Quality of
Life, Vol. 2, Nb. 1, 51-64.
Duarte Silva, A. P. , Brito, P. (2006). "Linear Discriminant Analysis for
Interval Data". Computational Statistics, 21, 2, 289-308.
De Carvalho, F., Brito, P., Bock, H.-H. (2006). "Dynamic Clustering for Interval
Data Based on L2
Distance". Computational Statistics, 21, 2, 231-250.
Silva, H. B., Brito, P., Costa, J. (2006) . "A Partitional
Clustering Algorithm Validated by a Clustering Tendency Index based on Graph
Theory", Pattern Recognition, 39 (5), 776-788.
Brito, P., Polaillon, G. (2005). "Structuring Probabilistic Data
by Galois Lattices", Mathématiques et Sciences Humaines - Mathematics
and Social Sciences, (43ème année)
nº169, (1), 77-104.
Brito, P. (2002).
"Hierarchical and Pyramidal Clustering for Symbolic Data", Journal of
the Japanese Society of Computational Statistics, Vol. 15, 2, 231-244.
Rodriguez, O., Brito,
P., Diday, E. (2001). "Algoritmos para la Classificación Piramidal Simbólica",
Revista de Matemática: Teoría y Aplicaciones ,
Vol. 7, 1/2, 23-42.
Brito, P. (1995).
"Symbolic Objects : Order Structure and Pyramidal
Clustering", Annals of Operations Research, 55, 277-297.
Brito, P. (1994).
"Order Structure of Symbolic Assertion Objects", IEEE Transactions on
Knowledge and Data Engineering, Vol. 6, 5, 830-835.
Brito, P., Chabanon, C. (1994). "Analyse de
Données Numérique et Symbolique appliquée au confort
automobile", Revue de Statistique Appliquée, Vol. XLII, 4, 39-59.
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Refereed chapters in books
Astorino, A., Bomze, I. M., Brito, P. and Gaudioso,
M. (2012): “Two-Sphere Separation Procedures via Non-Smooth
Optimization”. In:
“Recent Advances in Nonlinear Optimization and Equilibrium Problems: a
Tribute to Marco D’Apuzzo”, De Simone,
V., di Serafino, D. and Toraldo, G. (Eds.), Quaderni di Matematica, Dipartimento di Matematica della Seconda
Universita' di Napoli, vol. 27, Aracne,
ISBN 978-88-548-5687-5.
Brito, P. and Polaillon, G. (2011): "Homogeneity and Stability in
Conceptual Analysis". In: Proc. of the 8th International Conference on
Concept Lattices and Their Applications, Nancy, France, Napoli, A and Vychodil, V. (Eds.), INRIA, Nancy, 251-263.
Brito, P. (2007):
"Modelling and Analysing Interval Data". In: "Advances in Data
Analysis", Decker, R., Lenz, H.-J. (Eds.), Series "Studies in
Classification, Data Analysis and Knowledge Organization", Springer,
Berlin, Heidelberg, New-York, 197-208.
Brito, P. (2007) - On the
Analysis of Symbolic Data. In: "Selected Contributions in Data Analysis
and Classification", Brito, P., Bertrand, P., Cucumel,
G., De Carvalho, F. (Eds.), Springer, Heidelberg,
pp.13-22.
Campos, P., Brazdil, P., Brito, P. (2006):
"Organizational Survival in Cooperation Networks: The Case of Automobile
Manufacturing". In:
Proceedings of the 7th Working Conference on Virtual Enterprises, Volume
224, page 77-84.
Brito, P., De Carvalho, F. (2002):
"Symbolic Clustering of Constrained Probabilistic Data". In:
"Exploratory Data Analysis in Empirical Research", Opitz, O., Schvaiger, M., (Eds.),
Series "Studies in Classification, Data Analysis and Knowledge
Organization", Springer Verlag, Heidelberg,
12-21.
Brito, P. (2000):
"Hierarchical and Pyramidal Clustering with Complete Symbolic
Objects". In: "Analysis of Symbolic Data", Bock, H.-H., Diday, E., (Eds.), Springer Verlag,
Berlin-Heidelberg, 312-324.
Brito, P. (1998):
"Symbolic Clustering of Probabilistic Data". In: "Advances in
Data Science and Classification", Rizzi, A., Vichi, M., Bock, H.-H. (Eds.), Springer-Verlag,
Berlin-Heidelberg, 385-390.
Brito, P. (1994): "Use
of Pyramids in Symbolic Data Analysis". In: "New Approaches in
Classification and Data Analysis", Diday, E. et
al. (Eds.), Springer-Verlag, Berlin-Heidelberg, 378-386.
Costa Nicolau, F., Brito, P.(1989): "Improvements in NHMEAN
Method". In:
"Data Analysis, Learning Symbolic and Numerical Knowledge", Diday, E. (Ed.), Nova Science Publishers Inc., New York,
109-116.
Diday, E., Brito, P.(1989):
"Symbolic Cluster Analysis". In: "Conceptual and Numerical Analysis
of Data", Opitz, O. (Ed.). Springer Verlag, Berlin-Heidelberg, 45-84.
Brito, P., Diday, E. (1989): "Pyramidal Representation of
Symbolic Objects". In: "Knowledge, Data and Computer-Assisted
Decisions", Schader, M., Gaul, W. (Eds.), NATO
ASI Series, Springer Verlag, Berlin-Heidelberg-New
York, 3-16.
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Books (editor)
Brito, P. (2008): "COMPSTAT: Proceedings in Computational
Statistics" - 18th
Symposium Held in Porto, Portugal (ISBN: 978-3-7908-2083-6), with CD-ROM. Springer,
Heidelberg, 574 pages.
Brito, P., Bertrand, P., Cucumel, G., De Carvalho, F.
(2007): "Selected Contributions in Data Analysis and Classification"
(ISBN: 978-3-540-73558-8). Series "Studies in Classification, Data
Analysis and Knowledge Organization". Springer, Heidelberg, 634 pages.
Brito, P., Figueiredo, A., Sousa, F., Teles, P., Rosado, F. (2003):
"Literacia e Estatística" (ISBN: 972-98619-8-6). Proc. of the
X Congresso da Sociedade Portuguesa de Estatística, SPE Editions,
Portugal, 702 pages.
Diday, E., Kodratoff, Y., Brito, P.,
Moulet, M. (2000) : "Induction
Symbolique-Numérique à Partir de Données" (ISBN:
2.85428.502.6). Cepadues Editions, Toulouse, France, 446 pages.
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Brito, P., Noirhomme-Fraiture, M. , Arroyo, J. (2015): "Symbolic Data Analysis".
Special Issue of "Advances in Data Analysis and Classification",
Volume 9, Issue 1.
Brito, P., Noirhomme-Fraiture, M. (2006):
"Symbolic and Spatial Data Analysis: Mining Complex Data Structures".
Special Issue of "Intelligent
Data Analysis", Volume 10, Number 4.
Brito, P., Malerba, D. (2003): "Mining Official Data".
Special Issue of "Intelligent Data Analysis", Volume 7, Number 6.
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Tavares,
A., Rodrigues, J., Bastos, C., Pinho, A., Ferreira, P., Brito, P., Afreixo, V.
(2016). Detection of
exceptional genomic words: a comparison between species. In :
Proc. 22nd International Conference on Computational Statistics - COMPSTAT
2016, Oviedo, Spain.
Giordano,G., and Brito, P.
(2014), "Social Networks as Symbolic Data". In: Analysis and Modeling
of Complex Data in Behavioral and Social Sciences, D.
Vicari, A. Okada, G. Ragozini,
and C. Weihs, (Eds.), Springer.
Brito,
P, Duarte Silva, A.P. and Dias, J.G. (2013). "Identifying
Special Structures in Interval-Data via Model-Based Clustering".
Proceedings of the 59th ISI World Statistics Congress, Hong Kong.
Brito,
P, Duarte Silva, A.P. and Dias, J.G. (2013). "Multivariate
Parametric Analysis of Interval Data". In: “Advances in Latent
Variables” (Electronic Book), Proc. SIS 2013 Statistical Conference on
Advances in Latent Variables - Methods, Models and Applications; Brentari E., Carpita M., Vita e Pensiero (Eds.), Milan, Italy, ISBN 978 88 343 2556 8.
Brito, P. and Chavent, M. (2012): "Divisive Monothetic
Clustering for Interval and Histogram-Valued Data". In: Proc. ICPRAM 2012 – 1st
International Conference on Pattern Recognition
Applications and Methods, Vilamoura,
Portugal.
Polaillon, G. and Brito, P. (2011):
"Homogénéité dans l'Analyse Conceptuelle: un Cadre
Commun pour Variables Numériques, Ordinales et Modales". In :
Compte rendus des 18èmes Rencontres de la Société
Francophone de Classification, SFC 2011, Orléans, France.
Dias, S., Brito, P.
(2011). "A New Linear Regression Model for Histogram-Valued
Variables". In: Proceedings of the 58th ISI World Statistics
Congress, Dublin, Ireland.
Silva,
H. B., Brito, P., Costa, J. (2007): "Classification avec des Multigraphes. Application à la classification de
données décrites par des variables de différents
types". In : Compte rendus des 14èmes Rencontres de la
Société Francophone de Classification, Hudry,
O., Charon, I., Hébrail, G. (Eds.), Paris, France, 35-38.
Teles, P., Brito, P.
(2005): "Modeling Interval Time Series
Data”. Proc. 3rd IASC World Conference on Computational Statistics &
Data Analysis, Limassol, Chyprus.
Brito,
P., Sousa, F., Tavares Pinto, S. (2005):
"Modèles VL en Classification Non-Hiérarchique".
In : Compte rendus des 12èmes Rencontres de la
Société Francophone de Classification, Makarenkov,
V., Cucumel, G., Lapointe, J.-F. (Eds.),
Montréal, Canadá, 88-91.
Brito,
P., De Carvalho, F., Polaillon, G. (2004):
"Analyse de données probabilistes: Treillis de concepts et
classification". Compte rendus des 11èmes Rencontres de la
Société Francophone de Classification, Bordeaux, France.
De
Carvalho, F., Brito, P., Bock, H.-H. (2003): "Une Méthode type
Nuées Dynamiques pour des Données Symboliques
Quantitatives". In: "Méthodes et Perspectives en
Classification", Compte rendus des 10èmes Rencontres de la
Société Francophone de Classification, Dodge,
Y., Melfi, G. (Eds.),
Presses Académiques Neuchâtel, Switzerland,
79-82.
Santos,
L. Delfim, Martins, I., Brito, P. (2003): "A Qualidade de Vida na Cidade
do Porto: Percepções e Aspirações". In: Proc.
X Encontro Nacional da Associação Portuguesa para o
Desenvolvimento Regional, Évora, Portugal.
Silva,
H., Brito, P., Costa, J. (2003): "Um Método de
Classificação não Hierárquica Validado por um
Índice de Classificabilidade, Baseados em Teoria de Grafos". In :
Proc. X Jornadas de Classificação e Análise de Dados,
JOCLAD 2003, Aveiro, Portugal, 149-154.
Marcelo, C., Brito,
P. (2003): "Symbolic Data Analysis for Official Statistics. The SODAS Software". In :
Proc. X Jornadas de Classificação e Análise de Dados,
JOCLAD 2003, Aveiro, Portugal, 182-188.
Brito, P., Malerba, D. (2000): "Symbolic Data Analysis and
Machine Learning : Bridging the Gap". Long
Abstract, Proc. Workshop "Dealing with Structured Data in Machine Learning
and Statistics", European Conference on Machine Learning (ECML-2000),
Barcelona, 30-32.
Brito, P., De Carvalho, F. (1999):
"Symbolic Clustering in the Presence of Hierarchical Rules". In:
Proc. of KESDA’98 - Conference on Knowledge Extraction and Symbolic Data
Analysis, Volume in Series "Studies and Research", Eurostat, European
Commission, Luxembourg, 119-128.
Brito, P. (1997):
"Symbolic Pyramidal Clustering". In: Proc. of the Indo-French
Workshop on Symbolic Data Analysis and its Applications, Diday,
E., Gowda, K. C. (Eds.), Paris, France, Vol. II, 304-310.
Diday, E., Brito, P. (1996):
"Pyramides et Treillis d’Objets Probabilistes Basés sur des
Capacités". In: Proc. des XXVIII
Journées de Statistique, Université de Laval, Québec,
Canada, Genest, C., Massé, J. C. (Eds.),
316-319.
Brito,
P., Chabanon, C. (1994) : "Analyse de
Données Numérique et Symbolique Appliquée au Confort
Automobile". In: Actes des XXVI Journées de Statistique de
l´ASU, Neuchâtel, Switzerland, Dodge, Y. (Ed.), 157-160.
Diday, E., Brito, P., Mfoumoune,
E. (1993): "Modelling Probabilistic Data by Conceptual Pyramidal
Clustering". Proc. 4th International Workshop on Artificial Intelligence
and Statistics, Fort Lauderdale, USA, 213-218.
Brito, P., Mennessier, M. O., Boughaleb, H.
(1992): "Comparing Numerical and Symbolic Clustering: Application to Pseudoperiodic Light Curves of Stars". Proc. 10th
Symposium on Computational Statistics (COMPSTAT), Neuchâtel, Switzerland,
Dodge, Y., Whittaker, J. (Eds.). Vol. 1, 215-220.
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Rocha,
C., Jorge,
A.M., Oliveira, M., Brito, P.,
Gama, J., Pimenta, C. (2014). “From Entity Extraction to Network Analysis: a
Method and an Application to a Portuguese Textual Source”. Working Paper # 32,
Edições Húmus & OBEGEF - Observatório de
Economia e Gestão de Fraude, Porto, Portugal.
Correia,
S., Brito, P., Brandão, E. (2014). “Corporate
Debt Maturity: An International Comparison of Firm Debt Maturity
Choices”. Report
number: 544, Faculdade de Economia, Universidade do Porto, Portugal.
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Santos
Silva, A. ; Brito, P. ; Santos, H. ; Abreu, P. (2001):
"As Práticas e os Gostos: Uma Sondagem do Lado das Procuras de
Cultura e Lazer". In:, “O Projecto e a Circunstância”,
Santos Silva, A., Fortuna, C. (Eds.), Vol. VII, editado no âmbito do
projecto "A sociedade portuguesa perante os desafios da
globalização", coord. Boaventura Sousa Santos, Afrontamento,
Porto, 109-162.
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Ø Duarte Silva, A.P.; Brito, P. MAINT.Data:
Modeling and Analyzing Interval data. R
Package, available at CRAN.
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Brito, P. " Taking Variability in Data into Account: Symbolic Data Analysis". CoDA Summer School, University of Girona, Spain, July 2014.
Ø
Brito, P., Chavent,
M. " Divisive
Monothetic Clustering for Interval and
Histogram-Valued Data". Journée
en hommage à Yves Lechevallier
“Stratégies de Classification Non-Supervisées", IHP, Paris, April 2nd 2014
Ø
Brito, P. "Multivariate
Analysis of Distributional Data". Joint Meeting of the IASC Satellite
Conference for the 59th ISI WSC and the 8th Conference of the Asian Regional
Section of the IASC, Seoul, South Korea, August 2013.
Ø Brito, P. “Taking
Variability in Data into Account: Symbolic Data Analysis”. Complex World
Tutorials, TU Delft, 21st June 2012.
Ø
Brito, P. “ Au delà des résumés
d'observations individuelles: analyse de distributions”. Workshop in honour of Monique Noirhomme-Fraiture,
Namur, Belgium, May 16th 2012.
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Ø
Brito, P., Filzmoser,
P., Hron, K. “Statistical analysis of interval
compositional data.” 7th International Conference of the ERCIM WG on
Computational and Methodological Statistics (ERCIM 2014), University of Pisa,
Italy, December 6th-8th 2014.
Ø
Brito, P., “The Symbolic
Approach for Survey Analysis: From Micro-Data to Macro-Data”. Conference
of European Statistics Stakeholders. ROME, Sapienza University, Dpt. of
Statistical Sciences, November 24th-25th 2014.
Ø Brito,
P., De Carvalho, F.A.T. “ Classification hiérarchique
de données distributionnelles contraintes”. XXIème
Rencontre de la Société Francophone de Classification,
Rabat-Maroc, September 10th-12th
2014.
Ø
Noirhomme-Fraiture, M., Brito, P., Amouh, T. “Deux visualisations de quantiles pour des
données symboliques”. XXIème Rencontre de la
Société Francophone de Classification, Rabat-Maroc, September 10th-12th 2014.
Ø
Filzmoser, P., Brito, P., Duarte Silva, A.P. “Outlier Detection in Interval
Data”. 21st International Conference on Computational
Statistics – COMPSTAT 2014, Geneva, Switzerland, August 19th-22nd
2014.
Ø
Brito, P., Ichino,
M. “The Data Accumulation Graph (DAG): Visualization of High Dimensional
Complex Data”. 21st International Conference on Computational
Statistics – COMPSTAT 2014, Geneva, Switzerland, August 19th-22nd
2014.
Ø
Brito, P. “Multivariate
Analysis of Distributional Data”. Joint Statistical Meetings (JSM 2014),
Boston, USA, August 2nd-7th 2014.
Ø
Brito, P., Filzmoser,
P., Hron, K. “Exploratory data analysis for
interval compositional data.” 4th Workshop in Symbolic Data Analysis (SDA
2014). Academia Sinica, Taipei, Taiwan, June 14th-16th
2014.
Ø
Ichino, M., Brito, P. “The Data Accumulation Graph (DAG) to Visualize
Multi-Dimensional Symbolic Data”. 4th Workshop in Symbolic Data Analysis
(SDA 2014). Academia Sinica, Taipei, Taiwan, June 14th-16th
2014.
Ø
Brito, P., “From
Micro-Data to Macro-Data: Symbolic Data Analysis”. European Conference on
Quality in Official Statistics (Q2014), Vienna, Austria, June 3rd-5th
2014.
Ø
Duarte Silva, A.P., Brito, P. “Discriminant analysis of interval data: Parametric
versus distance-based approaches.” JOCLAD 2014, Lisbon, Portugal, April
10th-12th 2014.
Ø
Ichino, M., Brito, P. “A hierarchical conceptual clustering based on the
quantile method for mixed data.” JOCLAD 2014, Lisbon, Portugal, April 10th-12th
2014.
Ø Brito, P. Duarte Silva A.P., Dias, J.G. “Identifying Special
Structures in Interval-Data via Model-Base Clustering”. 59th
ISI World Statistics Congress, Hong Kong, August 25th-30th
2013.
Ø
Brito, P. “Multivariate
Analysis of Distributional Data”. Joint Meeting of IASC Satellite and
IASC-ARS, Seoul, Korea, August 22nd-23rd 2013.
Ø
Brito, P. and Polaillon, G. “Conceptual Clustering with Interval
Representation“. IFCS 2013, Tilburg, The
Netherlands, July 15th-17th 2013.
Ø
Brito, P. Duarte Silva A.P., Dias,
J.G. “Multivariate Parametric
Analysis of Interval Data”. SIS 2013 International Meeting,
Brescia, Italy, June 19th-21st 2013.
Ø
Giordano, G., Brito, P. “Analysing Network Data with Symbolic Data Analysis”. JOCLAD 2013, XX Jornadas de
Classificação e Análise de Dados. Guimarães,
Portugal, April 11th-13th, 2013.
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Ø Brito,
P. “Taking Variability in Data into Account: Symbolic Data
Analysis”. Department of Applied Mathematics, National Dong Hwa
University, Hualien, Taiwan, June 18th 2014
Ø
Brito,
P. “Multivariate Analysis of Distributional Data”. LIAAD –
INESC TEC, University of Porto, March 26th 2014.
Ø
Brito,
P. “Conceptual Clustering of Symbolic Data Using a Quantile
Representation”. Institute of Statistical Mathematics (ISM), Tokyo,
Japan, March 4th 2014.
Ø
Brito,
P. “Taking Variability in Data into Account: Symbolic Data
Analysis”. Dep. Mathematics, University of Aveiro,
February 19th 2014.
Ø
Brito,
P. “Conceptual Clustering of Symbolic Data Using a Quantile Representation:
Discrete and Continuous Approaches”. Palacký University Olomouc,
December 13th 2013.
Ø Brito,
P. “Taking Variability in Data into Account: Symbolic Data
Analysis”. TH Wien, May 8th 2013.
Ø
Brito, P. “Representation and Analysis of
Multivariate Distributional Data: an Approach by Symbolic Data Analysis”.
Palacký University Olomouc, May 6th 2013.
Ø Brito,
P. “Symbolic Data Analysis in Survey Studiess.,
Instituto Superior de Psicologia
Aplicada (ISPA), Lisbon, April 8th 2013.
Ø
Brito,
P. “Taking Variability in Data into Account: Symbolic Data
Analysis”. Dep. Mathematics, Instituto Superior
Técnico, Technical University of Lisbon, April
5th 2013.
Ø Brito,
P. “Taking Variability in Data into Account: Symbolic Data
Analysis”. DEI Lecture Series, Fac. Engineering, University of Porto.
Thursday, March 21st 2013.
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·
Helena Cristina Mendes Brás
Silva.
PhD in Applied Mathematics,
Faculty of Sciences, University of Porto, 2005.
Title: “Métodos de Validação em
Análise Classificatória” (“Validation Methods in
Clustering Analysis”).
(Co-supervised by : Joaquim Pinto da Costa, Faculty of Sciences, University
of Porto).
·
Pedro José Ramos Moreira de Campos.
PhD in
Managerial Sciences, Faculdade de
Economia, Universidade do Porto, 2008.
Title:
“Análise de Fenómenos Evolutivos em Demografia das Empresas
com Recurso a Decomposição e Simulação
Multi-Agente" (“Analysis of Evolving Phenomena in Companies’
Demography using Decomposition and Multi-Agent Simulation”).
(Co-supervised
with : Pavel Brazdil,
Faculty Economics, University of Porto).
·
Sónia Manuela Mendes Dias
PhD in Applied Mathematics, University of Porto, 2014.
Title: “Liner Regression with Empirical Distributions”.
·
Paula Maria das Dores Cheira
PhD in Applied Mathematics, University of Porto.
Title: “Análise Fatorial
de dados de tipo Intervalar e Histograma” (“Factorial Analysis of
Interval and Histogram Data”).
(Co-supervised by A.P. Duarte Silva, FEG, Portuguese Catholic University
at Porto)
Ongoing.
·
Cristina Isabel Raimundo Lucas
PhD in Applied Mathematics, University of Porto.
Title:
“Classificação Conceptual de Dados Simbólicos em
Redes Sociais baseada em Reticulados de Galois” (“Conceptual
Clsutering of Symbolic Data in Social Networks, based on Galois
Lattices”).
Ongoing.
·
Hélder Fernando Cerqueira
Alves
PhD in Applied Mathematics, University of Porto.
Title: “Blockmodeling: New developments
and application to social networks”.
(Co-supervised by P. Campos, FEP University of Porto)
Ongoing.
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·
Sara Lúcia Ferreira Tavares
Master in Applied Statistics and Modelling and, Faculty of Engineering,
University of Porto, 2005.
Title: “Modelos
Probabilísticos em Classificação
Não-Hierárquica”.
(Co-supervised by : Fernanda Sousa, Faculdade of Engineering, University of Porto).
·
Isabel Maria da Silva Machado
Master in Science, Innovation
and Technlogy Managment, Departament of Economics, Management and Industrial
Engineering, University of Aveiro, 2005.
Title: “As Tecnologias da
Informação como Factor de Inovação no Acesso
à Informação Estatística”.
(Co-supervised by : Carlos Ferreira, Departament of Economics, Management and Industrial
Engineering, University of Aveiro).
·
Vera Maria Fernández de Campos
Master
in Statistics and Information Management,Instituto Superior de
Estatística e Gestão da Informação, New University
of Lisbon, 2008.
Title: “Análise
Simbólica de Dados e a sua aplicação na
extracção de Informação de Estatísticas
Oficiais: análise do Inquérito da Ocupação do
Tempo."
·
Marta Alexandra Dias Afonso
Master in Statistics, Faculty of Sciences, University of Porto, 2008.
Title:Classificação Aplicada à
Segmentação de Imagem."
(Co-supervised by : Helena Brás Silva, ISEP, Instituto
Politécnico do Porto).
·
José Manuel Costa Couto
Master in Quantitative Methods in Economics and Management, Faculty of
Economics, University of Porto, 2012.
Title: “Múltiplos de
mercado – um estudo empírico”
(Co-supervised by: António Melo Cerqueira, Faculty of
Economics, University of Porto).
·
Tiago Filipe Pacheco Pereira
Master in Data Analysis and Decision Support Systems, Faculty of
Economics, University of Porto, 2013.
Title: “Redes Sociais e
Classificação Conceptual: Abordagem Complementar para um Sistema
de Recomendação de Co-autorias”.
·
Caxemira Kekhasharú Tavaria
Lemos
Master in Marketing, Faculty of Economics, University of Porto, 2013
Title: “Rico Manto de Trapos -
Nova Idade, Nova Fonte de Riqueza para o Retalho”.
(Co-supervised with Catarina Roseira, of
Economics, University of Porto).
·
Eduarda Maria Portela
Guimarães de Sousa
Master in Modeling, Data Analysis and Decision Support Systems, Faculty
of Economics, University of Porto, 2014.
Title: “Evolução de
Redes Ponderadas e Conexas: Análise de uma rede de preferências
musicais”.
(Co-supervised with Pedro Campos, Faculty of Economics, University of
Porto).
·
Avelina Maria Moura Palhares Fernando
Master in Modeling, Data Analysis and Decision Support Systems, Faculty
of Economics, University of Porto, 2014.
Title: “Análise Fatorial
para Variáveis Ordinais”.
·
Dóris Daniela Ramos de
Sá
Master in Modeling, Data Analysis and Decision Support Systems, Faculty
of Economics, University of Porto, 2014.
Title: “Análise
Classificatória Conceptual de Dados Simbólicos. Uma abordagem com
representação por intervalos”.
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University teaching
(last 15 years)
·
Undergradute level
Ø Undergradute course in Management
ü Statistics (one year course): from
1996/1997 to 2002/2003.
ü Probability and Statistics (one
semester course): in 2005-2006.
ü Mathematical Statistics (one semester
course): from 2004-2005 to 2007-2008.
ü Statistics I (one semester course):
2008-2009, 2011-2012,
2014-2015.
ü Statistics II (one semester course) : 2008-2009, 2009-2010, 2011-2012, 2012-2013.
· Master Programs
Ø Master Program in Data Analysis and
Decision Support Systems
ü Data Analysis - since 1997-1998 to the present
Ø Master Progam
in Management Sciences
ü Data Analysis – from 1997-1998 to 2006-2007 (end
of the Program)
Ø Master Progam
in Finance (pre-Bolonha)
ü Data Analysis – from 2005-2006,
to 2007-2008.
Ø Master Progam
in Finance (post-Bolonha)
ü Quantitative Methods –
2008-2009 to 2011-2012.
Ø Master Progam
in Marketing (pre-Bolonha)
ü Data Analysis - from 2005-2006, to 2007-2008.
Ø Master Progam
in Marketing (post-Bolonha)
ü Quantitative Methods –
2008-2009 to 2011-2012.
Ø Master Progam
in Accounting (pre-Bolonha)
ü Data Analysis – from 2005-2006 to
2007-2008.
· PhD Programs
Ø Doctoral Programme in Business and
Management Studies
ü Multivariate Data Analysis –
since 2005-2006 to the present.
Ø Doctoral Programme Applied
Mathematics
ü Data Classification: Methodology,
Validation and Consensus: since 2008-2009 to the present.
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Short Courses (since 2000)
Ø
“Taking Variability in Data
into Account: Symbolic Data Analysis”. Università degli Studi di
Salerno, Italy, April 2014.
Ø
“Análise de Dados
Simbólicos” (7 hours). CLAD Course Series. Lisbon, Portugal, February 2013.
Ø
Course: “Hierarchical and
Pyramidal Clustering for Symbolic Data”, in the framework of the Course
on Knowledge Discovery and Interval Data Analysis, organized by the Consortium
Inter-Universities, "Nova Universitas",
Caserta, Italy, November 2006.
Ø
Courses in Statistique
Approfondie at Conservatoire
National des Arts et Métiers (CNAM), Paris, France, during
a sabbatical leave in 2004.
Ø Participation, teaching,
in the “Curso de Análise
Simbólica de Dados. A Aplicação Sodas 1.04”, organized by the
Portuguese Association for Classification and Data Analysis (CLAD) and Statistics Portugal, Porto, May
2002.
Ø
“Correspondence Analysis
with com SPAD” (9 hours), for the Portuguese Sociology Association,
Porto, February 2002.
Ø
Participation, teaching, in the
“First Finish Workshop on Symbolic Data Analysis”, organized by
Statistics Finland, STATFI, Helsinki, January 2002.
Ø
Participation, teaching, in the
Workshop “An Introduction to Symbolic Data Analysis and the Sodas
Software”, organized by Universidad Complutense
de Madrid, Madrid, November 2001.
Ø
Participation, teaching, in the
“Workshop on Symbolic Data Analysis”, organized by Bask Country
Statistics Institute, EUSTAT, Bilbao, September 2001.
Ø Participation, teaching, in the European Course “Symbolic Data Analysis: A Tool
For Data Warehouse and Data Mining” organised
by TES INSTITUTE, LISE-CEREMADE (University Paris-IX Dauphine) and EUROSTAT,
University Paris-IX Dauphine, February 2000.
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Ø Member of the Scientific Board of the Master in Data Analysis and
Decision Support Systems (MADSAD), Faculty of Economics,
University of Porto.
Ø Member of the Scientific Board
of the Master
in Quantitative Methods in Economics and Management, Faculty of Economics,
University of Porto; Director (2008-2010).
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Ø
President of the International
Association for Statistical Computing (IASC); President-Elect (2011-2013);
Vice-President and Council member (2009-2011); Scientific Secretary
(2005-2007).
Ø
Member of the Board of
Directors of the European Regional Section of the International Association for
Statistical Computing (IASC-ERS) (2006-2010).
Ø
Vice-President of the
Portuguese Statistical Society (SPE) (2009-2011); member of the
Board (2003-2008). Speech
delivered on the 1st World Statistics Day (in
Portuguese).
Ø
Elected member of the
International Statistical Institute (ISI).
Ø
Ordinary member of the
following societies:
·
Portuguese Mathematical Society
(SPM).
·
Portuguese Association for
Classification and Data Analysis (CLAD).
·
Portuguese Association for
Artificial Intelligence (APPIA).
·
Francophone Classification
Society (SFC).
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Ø
Associate Editor of "Computational
Statistics and Data Analysis" (ISSN: 0167-9473) (2006-2010).
Ø
Associate Editor of "Advances
in Data Analysis and Classification" (ISSN: 1862-5347).
Ø
Associate Editor of the "Journal
of Symbolic Data Analysis" (ISSN: 1723-5081).
Ø
Editorial committee of the Modulad Journal, "La
revue Modulad".
Ø
Referee for
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Ø
Member of the pool of
scientific peer reviewers of the Scientific Board of the Spanish National
Evaluation and Foresight Agency (ANEP).
Ø
Member of the pool of
scientific peer reviewers of the Netherlands Organisation
for Scientific Research (NWO).
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Ø Co-organization, with M. Noirhomme-Fraiture
(Univ. Namur, Belgium), of the Workshop “Symbolic
Data Analysis, SDA11”, Namur, Belgium, June 2011. Organizers. Participants.
Ø Co-organization, with M. Noirhomme-Fraiture
(Univ. Namur, Belgium), of the Workshop “Symbolic Data Analysis”, Wienerwaldhof, Vienna, Austria, October 2009. Participants.
Ø Chair of the Local Organizing Committee of the COMPSTAT
2008 Symposium, held in Porto, Portugal, August 2008. (Some of the) organizers.
Ø Co-organization of the “Workshop on Data Analysis and
Classification”, in honor if Edwin Diday,
Paris, France, 2007
Ø
Co-organization of the track on “Symbolic and
Structured Data Analysis” in the framework of the 3rd
World Conference on Computational Statistics and Data Analysis,
Limassol, Cyprus, 2005.
Ø
Co-organization, with M. Noirhomme-Fraiture
(Univ. Namur, Belgium), of the Workshop “Symbolic and Structured Data
Analysis”, in the framework of the 15th European Conference on Machine
Learning (ECML 2004) and 8th European Conference on Principles and Practice of
Knowledge Discovery in Databases (PKDD'04), Pisa, Italy, 2004.
Ø
Chair of the Organizing Committee, and member of the
Program Committee of the 10th Conference of the Portuguese Statistical Society,
Porto, 2002 (about 250 participants).
Ø
Co-organization, with D. Malerba
(Univ. Bari, Italy), of the Workshop “Mining Official Data”, in the
framework of the 13th European Conference on Machine Learning (ECML 2002) and
6th European Conference on Principles and Practice of Knowledge Discovery in
Databases (PKDD'02), Helsinki, August, 2002.
Ø
Co-organization, with R. Verde (II Univ. Naples, Italy)
and F. De Carvalho (Univ. Fed. Pernambuco, Brazil),
of the Workshop “Symbolic Data Analysis”, in the framework of the
8th Conference of the International Federation of the Classification Societies,
IFCS-2002, Krakow, July 2002.
Ø
Co-organization, with J. Costa (Univ. Porto) and D. Malerba (Univ. Bari, Italy), of the Workshop “Dealing
with Structured Data in Machine Learning and Statistics”, in the
framework of the European Conference on Machine Learning, ECML-2000, Barcelone, May 2000.
Ø
Chair of the Organizing Committee of the 5th Meeting of
the Portuguese Association for Classification and Data Analysis, Porto, 1997
(about 120 participants).
Ø
Program Committee of the following international
conferences and workshops:
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